Her roommate’s cheerful chatter grated on her nerves. "Everything alright, Sarah?" The question was innocent enough, but it felt like an accusation. Sarah busied herself with rearranging the books on her desk, avoiding eye contact. Every muscle in her body was tense.

The rejection letter was a burning coal in the pit of her stomach. She hadn't expected this. She tried to find something to say but the words seemed to stick in her throat. The vibrant colors of the room, usually a comfort, now seemed to mock her with their brightness. She bit her lip until it bled, the metallic tang a small distraction.

Emotion: tormented

Cluster: Fear / Anxiety
PC1 (Valence): -3.33 Negative
PC2 (Disposition): -0.70

Role in Research

This story is one of 1,000 stories generated for the emotion tormented. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 tormented stories, after denoising with neutral dialogue baselines, produces the tormented emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the tormented vector is projected through the unembedding matrix.

Promoted:
无法0.406
😞0.399
每一次0.378
無法0.369
S0.353
Suppressed:
la-0.803
de-0.755
a-0.407
B-0.404
l-0.354